{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# livelossplot example: Matplotlib output\n",
    "\n",
    "Last update: `livelossplot 0.5.2`. For code and documentation, see [livelossplot GitHub repository](https://github.com/stared/livelossplot).\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/stared/livelossplot/blob/master/examples/minimal.ipynb\" target=\"_parent\">\n",
    "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "!pip install livelossplot --quiet"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from time import sleep\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from livelossplot import PlotLosses\n",
    "from livelossplot.outputs import MatplotlibPlot"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "def test_output(outputs):\n",
    "    groups = {'acccuracy': ['acc', 'val_acc'], 'log-loss': ['loss', 'val_loss']}\n",
    "    plotlosses = PlotLosses(groups=groups, outputs=outputs)\n",
    "    \n",
    "    for i in range(100):\n",
    "        plotlosses.update({\n",
    "            'acc': 1 - np.random.rand() / (i + 2.),\n",
    "            'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
    "            'loss': 1. / (i + 2.),\n",
    "            'val_loss': 1. / (i + 0.5)\n",
    "        })\n",
    "        plotlosses.send()\n",
    "        sleep(.01)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Basic Example"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outputs = [MatplotlibPlot()]\n",
    "test_output(outputs)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Custom after subplot function\n",
    "\n",
    "You can replace after subplot function, which operates on suitable group axis."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def custom_after_subplot(ax: plt.Axes, group: str, x_label: str):\n",
    "    \"\"\"Make logarithmic scale on loss chart\"\"\"\n",
    "    if group == 'log-loss':\n",
    "        ax.loglog()\n",
    "    ax.set_xlabel(x_label)\n",
    "   \n",
    "outputs = [MatplotlibPlot(after_subplot=custom_after_subplot)]\n",
    "test_output(outputs)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% \n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Other functions\n",
    "\n",
    "You can also replace `before_plot` and `after_plot` functions, that operate on suitable group axes."
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}